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ResearchFormerly WizWand

Node Classification on Wisconsin (Micro F1)

12.8Micro F1APT
3.52325.93168.3410.7484Nov 2, 2023
Updated 8mo ago

Evaluation results

MethodLinks
APTProtocol=fine-tuning2023.1112.8
APT-L2Protocol=fine-tuning2023.1112.26
APT-PProtocol=fine-tuning2023.1111.69
APT-RProtocol=fine-tuning2023.1111.29
APT-GProtocol=fine-tuning2023.1111.27
APT-RProtocol=freezing2023.1111.05
DGI2023.1111.04
GraphCLInitialization=Random, Protocol=Fine-tune2023.1110.99
GraphCLProtocol=fine-tuning, Initialization=random2023.1110.99
JOAO-APTProtocol=Fine-tune2023.1110.9
GraphCL-APTProtocol=Fine-tune2023.1110.88
GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.1110.66
GraphCLProtocol=fine-tuning, Initialization=pretrained2023.1110.66
GraphSAGE2023.1110.39
GCCProtocol=fine-tuning, Initialization=pretrained2023.1110.37
APTProtocol=freezing2023.1110.35
APT-L2Protocol=freezing2023.1110.34
APT-PProtocol=freezing2023.1110.33
GAE2023.1110.25
GCCProtocol=fine-tuning, Initialization=random2023.119.74
GCCProtocol=freezing2023.119.61
APT-GProtocol=freezing2023.119.54
JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.118.77
JOAOProtocol=fine-tuning, Initialization=pretrained2023.118.77
struc2vec2023.117.98
JOAOInitialization=Random, Protocol=Fine-tune2023.117.4
JOAOProtocol=fine-tuning, Initialization=random2023.117.4
DeepWalk2023.116.17
GraphCLProtocol=freezing2023.116.03
Random2023.115.98
JOAOProtocol=freezing2023.115.34
ProNE2023.113.88